Thursday, December 21, 2023

"State of AI Report 2023"

From Nathan Benaich/Air Street Capital, October 12:

State of AI Report 2023

    Now in its sixth year, the State of AI Report 2023 is reviewed by leading AI practioners in industry and research. It considers the following key dimensions, including a new Safety section:
  1. Research: Technology breakthroughs and their capabilities.
  2. Industry: Areas of commercial application for AI and its business impact.
  3. Politics: Regulation of AI, its economic implications and the evolving geopolitics of AI.
  4. Safety: Identifying and mitigating catastrophic risks that highly-capable future AI systems could pose to us.
  5. Predictions: What we believe will happen and a performance review to keep us honest.

    Key themes in the 2023 Report include::
  1. GPT-4 is the master of all it surveys (for now), beating every other LLM on both classic benchmarks and exams designed to evaluate humans, validating the power of proprietary architectures and reinforcement learning from human feedback.
  2. Efforts are growing to try to clone or surpass proprietary performance, through smaller models, better datasets, and longer context. These could gain new urgency, amid concerns that human-generated data may only be able to sustain AI scaling trends for a few more years.
  3. LLMs and diffusion models continue to drive real-world breakthroughs, especially in the life sciences, with meaningful steps forward in both molecular biology and drug discovery.
  4. Compute is the new oil, with NVIDIA printing record earnings and startups wielding their GPUs as a competitive edge. As the US tightens its restrictions on trade restrictions on China and mobilizes its allies in the chip wars, NVIDIA, Intel, and AMD have started to sell export-control proof chips at scale.
  5. GenAI saves the VC world, as amid a slump in tech valuations, AI startups focused on generative AI applications (including video, text, and coding), raised over $18 billion from VC and corporate investors.....

....MUCH MORE, including download and other links 

HT: Snippet Finance